INODE : building an end-to-end data exploration system in practice

Amer-Yahia, Sihem; Koutrika, Georgia; Braschler, Martin; Calvanese, Diego; Lanti, Davide; Lücke-Tieke, Hendrik; Mosca, Alessandro; Mendes de Farias, Tarcisio; Papadopoulos, Dimitris; Patil, Yogendra; Rull, Guillem; Smith, Ellery; Skoutas, Dimitrios; Subramanian, Srividya; Stockinger, Kurt

doi:10.21256/zhaw-23624

Please use this identifier to cite or link to this item: https://doi.org/10.21256/zhaw-23624

Publication type:	Article in scientific journal
Type of review:	Peer review (publication)
Title:	INODE : building an end-to-end data exploration system in practice
Authors:	Amer-Yahia, Sihem Koutrika, Georgia Braschler, Martin Calvanese, Diego Lanti, Davide Lücke-Tieke, Hendrik Mosca, Alessandro Mendes de Farias, Tarcisio Papadopoulos, Dimitris Patil, Yogendra Rull, Guillem Smith, Ellery Skoutas, Dimitrios Subramanian, Srividya Stockinger, Kurt
et. al:	No
DOI:	10.21256/zhaw-23624
Published in:	SIGMOD Record
Volume(Issue):	50
Issue:	4
Page(s):	23
Pages to:	29
Issue Date:	Dec-2021
Publisher / Ed. Institution:	Association for Computing Machinery
ISSN:	0163-5808
Language:	English
Subjects:	Databases; Data exploration; Machine learning
Subject (DDC):	005: Computer programming, programs and data 006: Special computer methods
Abstract:	A full-fledged data exploration system must combine different access modalities with a powerful concept of guiding the user in the exploration process, by being reactive and anticipative both for data discovery and for data linking. Such systems are a real opportunity for our community to cater to users with different domain and data science expertise. We introduce INODE - an end-to-end data exploration system - that leverages, on the one hand, Machine Learning and, on the other hand, semantics for the purpose of Data Management (DM). Our vision is to develop a classic unified, comprehensive platform that provides extensive access to open datasets, and we demonstrate it in three significant use cases in the fields of Cancer Biomarker Research, Research and Innovation Policy Making, and Astrophysics. INODE offers sustainable services in (a) data modeling and linking, (b) integrated query processing using natural language, (c) guidance, and (d) data exploration through visualization, thus facilitating the user in discovering new insights. We demonstrate that our system is uniquely accessible to a wide range of users from larger scientific communities to the public. Finally, we briefly illustrate how this work paves the way for new research opportunities in DM.
URI:	https://sigmodrecord.org/2021/12/31/inode-building-an-end-to-end-data-exploration-system-in-practice/ https://digitalcollection.zhaw.ch/handle/11475/23624
Fulltext version:	Published version
License (according to publishing contract):	Not specified
Departement:	School of Engineering
Organisational Unit:	Institute of Computer Science (InIT)
Published as part of the ZHAW project:	INODE – Intelligent Open Data Exploration (EU Horizon 2020)
Appears in collections:	Publikationen School of Engineering

Files in This Item:

File	Description	Size	Format
INODE_Vision_SIGMOD_Record_Final.pdf	INODE Vision Paper SIGMOD Record 2021	763.07 kB	Adobe PDF	View/Open

Show full item record

Amer-Yahia, S., Koutrika, G., Braschler, M., Calvanese, D., Lanti, D., Lücke-Tieke, H., Mosca, A., Mendes de Farias, T., Papadopoulos, D., Patil, Y., Rull, G., Smith, E., Skoutas, D., Subramanian, S., & Stockinger, K. (2021). INODE : building an end-to-end data exploration system in practice. SIGMOD Record, 50(4), 23–29. https://doi.org/10.21256/zhaw-23624

Amer-Yahia, S. et al. (2021) ‘INODE : building an end-to-end data exploration system in practice’, SIGMOD Record, 50(4), pp. 23–29. Available at: https://doi.org/10.21256/zhaw-23624.

S. Amer-Yahia et al., “INODE : building an end-to-end data exploration system in practice,” SIGMOD Record, vol. 50, no. 4, pp. 23–29, Dec. 2021, doi: 10.21256/zhaw-23624.

AMER-YAHIA, Sihem, Georgia KOUTRIKA, Martin BRASCHLER, Diego CALVANESE, Davide LANTI, Hendrik LÜCKE-TIEKE, Alessandro MOSCA, Tarcisio MENDES DE FARIAS, Dimitris PAPADOPOULOS, Yogendra PATIL, Guillem RULL, Ellery SMITH, Dimitrios SKOUTAS, Srividya SUBRAMANIAN und Kurt STOCKINGER, 2021. INODE : building an end-to-end data exploration system in practice. SIGMOD Record [online]. Dezember 2021. Bd. 50, Nr. 4, S. 23–29. DOI 10.21256/zhaw-23624. Verfügbar unter: https://sigmodrecord.org/2021/12/31/inode-building-an-end-to-end-data-exploration-system-in-practice/

Amer-Yahia, Sihem, Georgia Koutrika, Martin Braschler, Diego Calvanese, Davide Lanti, Hendrik Lücke-Tieke, Alessandro Mosca, et al. 2021. “INODE : Building an End-to-End Data Exploration System in Practice.” SIGMOD Record 50 (4): 23–29. https://doi.org/10.21256/zhaw-23624.

Amer-Yahia, Sihem, et al. “INODE : Building an End-to-End Data Exploration System in Practice.” SIGMOD Record, vol. 50, no. 4, Dec. 2021, pp. 23–29, https://doi.org/10.21256/zhaw-23624.